| 2006 | Learning from Incomplete Ratings Using Non-negative Matrix Factorization. | Sheng Zhang, Weihong Wang, James Ford, Fillia Makedon |
| 2006 | Mining Frequent Agreement Subtrees in Phylogenetic Databases. | Sen Zhang, Jason Tsong-Li Wang |
| 2006 | Deriving Private Information from Randomly Perturbed Ratings. | Sheng Zhang, James Ford, Fillia Makedon |
| 2006 | WIP: mining Weighted Interesting Patterns with a strong weight and/or support affinity. | Unil Yun, John J. Leggett |
| 2006 | Discovery of Co-evoluting Spatial Co-located Event Sets. | Jin Soung Yoo, Shashi Shekhar, Sangho Kim, Mete Celik |
| 2006 | CPM: A Covariance-preserving Projection Method. | Jieping Ye, Tao Xiong, Ravi Janardan |
| 2006 | A Random Walks Method for Text Classification. | Yunpeng Xu, Xing Yi, Changshui Zhang |
| 2006 | Collaborative Information Extraction and Mining from Multiple Web Documents. | Tak-Lam Wong, Wai Lam, Shing-Kit Chan |
| 2006 | Local L2-Thresholding Based Data Mining in Peer-to-Peer Systems. | Ran Wolff, Kanishka Bhaduri, Hillol Kargupta |
| 2006 | Bayesian K-Means as a "Maximization-Expectation" Algorithm. | Max Welling, Kenichi Kurihara |
| 2006 | Mining Minimal Contrast Subgraph Patterns. | Roger Ming Hieng Ting, James Bailey |
| 2006 | Efficient Algorithms for Sequence Segmentation. | Evimaria Terzi, Panayiotis Tsaparas |
| 2006 | Toward Semantic XML Clustering. | Andrea Tagarelli, Sergio Greco |
| 2006 | Mining for Outliers in Sequential Databases. | Pei Sun, Sanjay Chawla, Bavani Arunasalam |
| 2006 | Modeling Evolutionary Behaviors for Community-based Dynamic Recommendation. | Xiaodan Song, Ching-Yung Lin, Belle L. Tseng, Ming-Ting Sun |
| 2006 | Scan Detection: A Data Mining Approach. | Gyrgy J. Simon, Hui Xiong, Eric Eilertson, Vipin Kumar |
| 2006 | Item Sets that Compress. | Arno Siebes, Jilles Vreeken, Matthijs van Leeuwen |
| 2006 | Clustering in the Presence of Bridge-Nodes. | Jerry Scripps, Pang-Ning Tan |
| 2006 | A Systematic Cross-Comparison of Sequence Classifiers. | Binyamin Rosenfeld, Ronen Feldman, Moshe Fresko |
| 2006 | Data-Enhanced Predictive Modeling for Sales Targeting. | Saharon Rosset, Richard D. Lawrence |
| 2006 | ODAC: Hierarchical Clustering of Time Series Data Streams. | Pedro Pereira Rodrigues, Joo Gama, Joo Pedro Pedroso |
| 2006 | Learning Bayesian Networks from Incomplete Data: An Efficient Method for Generating Approximate Predictive Distributions. | Carsten Riggelsen |
| 2006 | Fast optimal bandwidth selection for kernel density estimation. | Vikas C. Raykar, Ramani Duraiswami |
| 2006 | Transform Regression and the Kolmogorov Superposition Theorem. | Edwin P. D. Pednault |
| 2006 | Dissimilarity Measures for Detecting Hepatotoxicity in Clinical Trial Data. | Matthew Eric Otey, Srinivasan Parthasarathy, Donald C. Trost |